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NCT05742685 · ClinicalTrials.gov registry record · NA
Refinement and Adaption of Reinforcement Learning to Personalize Behavioral Messaging for Healthy Habits
A NA study, sponsored by Brigham and Women's Hospital.
- Completed
- Registry status
- NA
- Development phase
- 28
- Enrollment target
NCT05742685 is a NA study that has completed, run by Brigham and Women's Hospital. The registered enrollment target is 28 participants.
The verdict
NCT05742685, a NA study, has completed, sponsored by Brigham and Women's Hospital.
- COMPLETED
- Registry status
- NA
- Development phase
- 28 participants
- Enrollment target
Study Summary
Reinforcement learning is an advanced analytic method that discovers each individual's pattern of responsiveness by observing their actions and then implements a personalized strategy to optimize individuals' behaviors using trial and error. The goal of the proposed research is to refine, adapt and perform efficacy testing of a novel reinforcement learning-based text messaging intervention to support medication adherence for patients with type 2 diabetes within a community health center setting. This study will be a parallel randomized pragmatic trial comparing medication adherence and clinical outcomes for adults in a community setting aged 18-84 with type 2 diabetes who are prescribed 1-3 daily oral medications for this disease. Participants will be randomized to one of two arms for the duration of the study period: (1) a reinforcement learning intervention arm with up to daily, tailored text messages based on time-varying treatment-response patterns; or (2) a control arm with up to daily, un-tailored text messages. Outcomes of interest will be medication adherence, as measured by electronic pill bottles, and HbA1c levels over 6 months.
Interventions
- BEHAVIORAL Reinforcement Learning
Trial Details
| Field | Value |
|---|---|
| Enrollment Target | 28 participants |
| Start Date | 2023-08-23 |
| Est. Completion | 2025-12-17 |
| Phase | NA |
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Full Details on ClinicalTrials.gov ↗What the Registry Record Tells You About NCT05742685
The ClinicalTrials.gov registry entry for NCT05742685 describes a study currently listed as completed, categorized as NA. The registered enrollment target is 28 participants, a figure that helps gauge the scale of data the investigators plan to collect. The listed sponsor is Brigham and Women's Hospital, which has 937 total studies on file at ClinicalTrials.gov.
The record links to 0 conditions, and to 1 intervention - of which Reinforcement Learning is the first listed.
NCT05742685 reports 0 study locations.
Frequently Asked Questions
What is clinical trial NCT05742685 about?
NCT05742685 is a clinical study titled "Refinement and Adaption of Reinforcement Learning to Personalize Behavioral Messaging for Healthy Habits". Reinforcement learning is an advanced analytic method that discovers each individual's pattern of responsiveness by observing their actions and then implements a personalized strategy to optimize individuals' behaviors using trial and error. The goal of the proposed research is to refine, adapt and ...
What is the current status of trial NCT05742685?
This trial is currently completed. It is a NA study. The enrollment target is 28 participants. The study started on 2023-08-23. Estimated completion is 2025-12-17.
What interventions are being tested in trial NCT05742685?
The interventions under investigation include: Reinforcement Learning (BEHAVIORAL).
Who is sponsoring clinical trial NCT05742685?
This trial is sponsored by Brigham and Women's Hospital, which has 937 total clinical trials registered on ClinicalTrials.gov.
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